FLORS: Fast and Simple Domain Adaptation for Part-of-Speech Tagging

作者: Tobias Schnabel , Hinrich Schütze

DOI: 10.1162/TACL_A_00162

关键词:

摘要: We present FLORS, a new part-of-speech tagger for domain adaptation. FLORS uses robust representations that work especially well unknown words and known with unseen tags. is simpler faster than previous adaptation methods, yet it has significantly better accuracy several baselines.

参考文章(41)
Alexander Yates, Fei Huang, Exploring Representation-Learning Approaches to Domain Adaptation Proceedings of the 2010 Workshop on Domain Adaptation for Natural Language Processing. pp. 23- 30 ,(2010)
Slav Petrov, Dan Klein, Improved Inference for Unlexicalized Parsing north american chapter of the association for computational linguistics. pp. 404- 411 ,(2007)
Hinrich Schütze, Tobias Schnabel, Towards Robust Cross-Domain Domain Adaptation for Part-of-Speech Tagging international joint conference on natural language processing. pp. 198- 206 ,(2013) , 10.18419/OPUS-3064
R. Florian, H. Hassan, A. Ittycheriah, H. Jing, N. Kambhatla, X. Luo, H. Nicolov, S. Roukos, A Statistical Model for Multilingual Entity Detection and Tracking north american chapter of the association for computational linguistics. pp. 1- 8 ,(2004) , 10.21236/ADA460245
Christopher D. Manning, Part-of-speech tagging from 97% to 100%: is it time for some linguistics? international conference on computational linguistics. pp. 171- 189 ,(2011) , 10.1007/978-3-642-19400-9_14
Manabu Torii, John Miller, K. Vijay-Shanker, Building Domain-Specific Taggers without Annotated (Domain) Data empirical methods in natural language processing. pp. 1103- 1111 ,(2007)
Mitch Marcus, Beatrice Santorini, Mary Ann Marcinkiewicz, None, Building a large annotated corpus of English: the penn treebank Computational Linguistics. ,vol. 19, pp. 313- 330 ,(1993) , 10.21236/ADA273556
Amarnag Subramanya, Fernando Pereira, Slav Petrov, Efficient Graph-Based Semi-Supervised Learning of Structured Tagging Models empirical methods in natural language processing. pp. 167- 176 ,(2010)
Adwait Ratnaparkhi, A Maximum Entropy Model for Part-Of-Speech Tagging empirical methods in natural language processing. ,(1996)